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Unified analysis of co-array interpolation for direction-of-arrival estimation

机译:对抵达方向估算共阵插值的统一分析

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This paper considers the problem of co-array interpolation for direction-of-arrival (DOA) estimation with sparse nonuniform arrays. By utilizing the much longer difference co-array associated with these arrays, it is possible to perform DOA estimation of more sources than sensors. Since the co-array may contain holes (or missing lags), interpolation algorithms have been proposed to fully utilize the remaining elements of the co-array beyond that captured in the contiguous ULA segment. However, the quality and stability of interpolation performed by such algorithms (especially in presence of modeling errors) have not been analyzed. This paper provides a unified analysis of co-array interpolation algorithms to bound the interpolation error in terms of modeling errors. The results are universal in the sense that they can be applied to analyze any algorithm that utilizes the positive semidefinite (PSD) structure of the interpolated covariance matrix. The general framework is then applied to analyze specific algorithms and simulations are conducted to study their interpolation errors.
机译:本文考虑了与稀疏非均匀阵列的到达方式(DOA)估计的共阵插值的问题。通过利用与这些阵列相关联的更长的差分共阵,可以执行比传感器更多的源的DOA估计。由于共阵列可以包含孔(或缺失滞后),所以已经提出了插值算法以充分利用在连续的ULA段中捕获的共阵的剩余元件。然而,尚未分析通过这种算法(特别是在建模误差存在下)进行的内插的质量和稳定性。本文提供了对共阵插值算法的统一分析,以便在建模错误方面绑定插值误差。结果是普遍的意义上,它们可以应用于分析利用内插协方差矩阵的正半纤维(PSD)结构的任何算法。然后应用了一般框架来分析特定算法,并进行仿真以研究其插值误差。

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